Cardiotocography (10% of outliers version#01)
Data set related to heart diseases. It describes 3 classes: normal, suspect, or pathological. Normal patients are treated as inliers and the remaining as outliers.
Download all data set variants used (8.8 MB). You can also access the original data. (CTG.xls)
- Normalized, without duplicates
- Normalized, duplicates
- Not normalized, without duplicates
- Not normalized, duplicates
Normalized, without duplicates
This version contains 21 attributes, 1831 objects, 183 outliers (9.99%)
Download raw algorithm results (15.9 MB) Download raw algorithm evaluation table (71.6 kB)
Best Parameters
The following table contains the best
(overall and per-method)
results for each method and evaluation measure (when the same score was achieved twice, only the smallest k is given).
The Maximum F1-Measure is complimentary in addition to the measures in the original publication.
Algorithm | k | P@n | Adj. P@n | AP | Adj. AP | Max-F1 | Adj. MF1 | ROC AUC |
---|---|---|---|---|---|---|---|---|
KNN | 72 | 0.41530 | 0.35037 | 0.35939 | 0.28826 | 0.41644 | 0.35164 | 0.74112 |
KNN | 94 | 0.40984 | 0.34430 | 0.36999 | 0.30003 | 0.41954 | 0.35508 | 0.74869 |
KNN | 100 | 0.40984 | 0.34430 | 0.37141 | 0.30161 | 0.41848 | 0.35390 | 0.74976 |
KNNW | 90 | 0.39891 | 0.33216 | 0.34180 | 0.26871 | 0.41379 | 0.34870 | 0.72876 |
KNNW | 97 | 0.39344 | 0.32609 | 0.34347 | 0.27056 | 0.41763 | 0.35297 | 0.73061 |
KNNW | 100 | 0.39344 | 0.32609 | 0.34400 | 0.27115 | 0.41648 | 0.35168 | 0.73125 |
LOF | 42 | 0.33880 | 0.26538 | 0.23160 | 0.14628 | 0.34054 | 0.26731 | 0.72186 |
LOF | 99 | 0.31148 | 0.23502 | 0.25634 | 0.17376 | 0.36634 | 0.29597 | 0.76432 |
LOF | 100 | 0.31148 | 0.23502 | 0.25699 | 0.17449 | 0.36513 | 0.29463 | 0.76464 |
SimplifiedLOF | 17 | 0.31694 | 0.24109 | 0.25842 | 0.17608 | 0.34719 | 0.27470 | 0.68782 |
SimplifiedLOF | 19 | 0.31694 | 0.24109 | 0.25942 | 0.17719 | 0.33415 | 0.26021 | 0.69478 |
SimplifiedLOF | 20 | 0.32787 | 0.25323 | 0.25849 | 0.17615 | 0.33414 | 0.26020 | 0.69609 |
SimplifiedLOF | 100 | 0.31694 | 0.24109 | 0.24100 | 0.15672 | 0.34211 | 0.26905 | 0.72520 |
LoOP | 18 | 0.32240 | 0.24716 | 0.23620 | 0.15139 | 0.32804 | 0.25343 | 0.67697 |
LoOP | 21 | 0.30601 | 0.22895 | 0.23819 | 0.15360 | 0.32749 | 0.25281 | 0.68215 |
LoOP | 92 | 0.30601 | 0.22895 | 0.22922 | 0.14363 | 0.33882 | 0.26540 | 0.70512 |
LoOP | 99 | 0.31148 | 0.23502 | 0.23195 | 0.14667 | 0.33535 | 0.26155 | 0.70867 |
LDOF | 20 | 0.30055 | 0.22288 | 0.22245 | 0.13611 | 0.30726 | 0.23034 | 0.66599 |
LDOF | 21 | 0.29508 | 0.21681 | 0.22313 | 0.13686 | 0.30805 | 0.23121 | 0.67115 |
LDOF | 69 | 0.29508 | 0.21681 | 0.21568 | 0.12859 | 0.32906 | 0.25456 | 0.68285 |
LDOF | 99 | 0.28415 | 0.20466 | 0.22288 | 0.13659 | 0.32662 | 0.25185 | 0.69830 |
ODIN | 98 | 0.25865 | 0.17633 | 0.22059 | 0.13405 | 0.31434 | 0.23820 | 0.71638 |
ODIN | 99 | 0.25683 | 0.17431 | 0.22071 | 0.13418 | 0.31537 | 0.23935 | 0.71714 |
ODIN | 100 | 0.25515 | 0.17244 | 0.22063 | 0.13409 | 0.31727 | 0.24146 | 0.71769 |
FastABOD | 10 | 0.29508 | 0.21681 | 0.23860 | 0.15405 | 0.29810 | 0.22016 | 0.69492 |
FastABOD | 96 | 0.26776 | 0.18645 | 0.24689 | 0.16326 | 0.32948 | 0.25502 | 0.71513 |
FastABOD | 99 | 0.26776 | 0.18645 | 0.24602 | 0.16229 | 0.32996 | 0.25555 | 0.71522 |
FastABOD | 100 | 0.26776 | 0.18645 | 0.24599 | 0.16226 | 0.32996 | 0.25555 | 0.71530 |
KDEOS | 13 | 0.20219 | 0.11359 | 0.14799 | 0.05337 | 0.22591 | 0.13996 | 0.60746 |
KDEOS | 99 | 0.18579 | 0.09538 | 0.16091 | 0.06773 | 0.25287 | 0.16991 | 0.65750 |
KDEOS | 100 | 0.18033 | 0.08931 | 0.16077 | 0.06758 | 0.25421 | 0.17139 | 0.65831 |
LDF | 87 | 0.37158 | 0.30180 | 0.32655 | 0.25177 | 0.38095 | 0.31221 | 0.75987 |
LDF | 97 | 0.36612 | 0.29573 | 0.34738 | 0.27491 | 0.39252 | 0.32507 | 0.76271 |
LDF | 100 | 0.36066 | 0.28966 | 0.35166 | 0.27967 | 0.39024 | 0.32253 | 0.76439 |
INFLO | 95 | 0.30601 | 0.22895 | 0.23970 | 0.15528 | 0.35294 | 0.28109 | 0.73584 |
INFLO | 99 | 0.32240 | 0.24716 | 0.24218 | 0.15803 | 0.35629 | 0.28482 | 0.73464 |
COF | 14 | 0.31694 | 0.24109 | 0.26287 | 0.18102 | 0.31694 | 0.24109 | 0.66967 |
COF | 18 | 0.31148 | 0.23502 | 0.27124 | 0.19031 | 0.32581 | 0.25095 | 0.67926 |
COF | 73 | 0.26776 | 0.18645 | 0.28054 | 0.20065 | 0.28331 | 0.20372 | 0.70054 |
COF | 81 | 0.27869 | 0.19859 | 0.28923 | 0.21031 | 0.29048 | 0.21170 | 0.69877 |
Plots
Normalized, duplicates
This version contains 21 attributes, 1838 objects, 183 outliers (9.96%)
Download raw algorithm results (15.9 MB) Download raw algorithm evaluation table (71.7 kB)
Best Parameters
The following table contains the best
(overall and per-method)
results for each method and evaluation measure (when the same score was achieved twice, only the smallest k is given).
The Maximum F1-Measure is complimentary in addition to the measures in the original publication.
Algorithm | k | P@n | Adj. P@n | AP | Adj. AP | Max-F1 | Adj. MF1 | ROC AUC |
---|---|---|---|---|---|---|---|---|
KNN | 85 | 0.36612 | 0.29603 | 0.33297 | 0.25922 | 0.38934 | 0.32182 | 0.74023 |
KNN | 94 | 0.36066 | 0.28996 | 0.33649 | 0.26312 | 0.39425 | 0.32727 | 0.74275 |
KNN | 100 | 0.36066 | 0.28996 | 0.33933 | 0.26628 | 0.39264 | 0.32548 | 0.74428 |
KNNW | 19 | 0.36066 | 0.28996 | 0.28687 | 0.20802 | 0.36725 | 0.29728 | 0.67164 |
KNNW | 88 | 0.34973 | 0.27782 | 0.31077 | 0.23456 | 0.37981 | 0.31123 | 0.71841 |
KNNW | 100 | 0.34973 | 0.27782 | 0.31345 | 0.23753 | 0.37619 | 0.30721 | 0.72221 |
LOF | 33 | 0.30601 | 0.22927 | 0.21650 | 0.12987 | 0.32409 | 0.24936 | 0.71329 |
LOF | 100 | 0.26230 | 0.18072 | 0.24386 | 0.16025 | 0.34851 | 0.27647 | 0.75495 |
SimplifiedLOF | 16 | 0.27869 | 0.19893 | 0.24914 | 0.16611 | 0.33058 | 0.25656 | 0.69078 |
SimplifiedLOF | 18 | 0.29508 | 0.21714 | 0.24557 | 0.16215 | 0.33913 | 0.26606 | 0.69430 |
SimplifiedLOF | 27 | 0.27869 | 0.19893 | 0.22799 | 0.14262 | 0.34749 | 0.27534 | 0.69206 |
SimplifiedLOF | 100 | 0.27322 | 0.19286 | 0.22353 | 0.13767 | 0.30280 | 0.22571 | 0.72143 |
LoOP | 16 | 0.27322 | 0.19286 | 0.22023 | 0.13401 | 0.29530 | 0.21738 | 0.67775 |
LoOP | 37 | 0.25137 | 0.16859 | 0.20500 | 0.11709 | 0.32157 | 0.24655 | 0.68010 |
LoOP | 68 | 0.28415 | 0.20500 | 0.20724 | 0.11958 | 0.30837 | 0.23189 | 0.69402 |
LoOP | 100 | 0.26776 | 0.18679 | 0.21407 | 0.12716 | 0.30508 | 0.22825 | 0.70971 |
LDOF | 20 | 0.29508 | 0.21714 | 0.21712 | 0.13055 | 0.29932 | 0.22184 | 0.65174 |
LDOF | 62 | 0.30055 | 0.22321 | 0.19873 | 0.11012 | 0.31382 | 0.23794 | 0.66252 |
LDOF | 67 | 0.28415 | 0.20500 | 0.19504 | 0.10604 | 0.32524 | 0.25063 | 0.66370 |
LDOF | 100 | 0.25683 | 0.17466 | 0.19994 | 0.11148 | 0.29762 | 0.21995 | 0.68009 |
ODIN | 98 | 0.23497 | 0.15038 | 0.21687 | 0.13028 | 0.30938 | 0.23301 | 0.72328 |
ODIN | 99 | 0.23077 | 0.14571 | 0.21750 | 0.13097 | 0.31280 | 0.23681 | 0.72394 |
ODIN | 100 | 0.23224 | 0.14735 | 0.21684 | 0.13024 | 0.31310 | 0.23715 | 0.72503 |
FastABOD | 47 | 0.30055 | 0.22321 | 0.23506 | 0.15048 | 0.32900 | 0.25481 | 0.69997 |
FastABOD | 98 | 0.28415 | 0.20500 | 0.24194 | 0.15812 | 0.33947 | 0.26643 | 0.70406 |
FastABOD | 99 | 0.28415 | 0.20500 | 0.24172 | 0.15787 | 0.34034 | 0.26740 | 0.70404 |
FastABOD | 100 | 0.28415 | 0.20500 | 0.24161 | 0.15775 | 0.34034 | 0.26740 | 0.70408 |
KDEOS | 14 | 0.19672 | 0.10790 | 0.14817 | 0.05398 | 0.23107 | 0.14604 | 0.62961 |
KDEOS | 24 | 0.15847 | 0.06542 | 0.16092 | 0.06813 | 0.24668 | 0.16338 | 0.64413 |
KDEOS | 99 | 0.15847 | 0.06542 | 0.15315 | 0.05951 | 0.26218 | 0.18060 | 0.66659 |
LDF | 8 | 0.32787 | 0.25355 | 0.26605 | 0.18489 | 0.33239 | 0.25857 | 0.67932 |
LDF | 98 | 0.32787 | 0.25355 | 0.31986 | 0.24466 | 0.34783 | 0.27571 | 0.74801 |
LDF | 100 | 0.32787 | 0.25355 | 0.32136 | 0.24633 | 0.34320 | 0.27057 | 0.74858 |
INFLO | 47 | 0.27869 | 0.19893 | 0.20903 | 0.12157 | 0.30700 | 0.23037 | 0.70087 |
INFLO | 99 | 0.27869 | 0.19893 | 0.23017 | 0.14505 | 0.33708 | 0.26378 | 0.73598 |
INFLO | 100 | 0.27869 | 0.19893 | 0.23117 | 0.14616 | 0.33333 | 0.25962 | 0.73522 |
COF | 15 | 0.30055 | 0.22321 | 0.26110 | 0.17940 | 0.30670 | 0.23003 | 0.68213 |
COF | 24 | 0.31148 | 0.23534 | 0.24719 | 0.16395 | 0.32891 | 0.25471 | 0.66041 |
COF | 39 | 0.27869 | 0.19893 | 0.26783 | 0.18687 | 0.28496 | 0.20590 | 0.64838 |
Plots
Not normalized, without duplicates
This version contains 21 attributes, 1831 objects, 183 outliers (9.99%)
Download raw algorithm results (15.9 MB) Download raw algorithm evaluation table (71.2 kB)
Best Parameters
The following table contains the best
(overall and per-method)
results for each method and evaluation measure (when the same score was achieved twice, only the smallest k is given).
The Maximum F1-Measure is complimentary in addition to the measures in the original publication.
Algorithm | k | P@n | Adj. P@n | AP | Adj. AP | Max-F1 | Adj. MF1 | ROC AUC |
---|---|---|---|---|---|---|---|---|
KNN | 1 | 0.28415 | 0.20466 | 0.26501 | 0.18339 | 0.33257 | 0.25846 | 0.73300 |
KNN | 51 | 0.37705 | 0.30787 | 0.25960 | 0.17738 | 0.38095 | 0.31221 | 0.75072 |
KNN | 52 | 0.37705 | 0.30787 | 0.25897 | 0.17668 | 0.38191 | 0.31327 | 0.75058 |
KNN | 100 | 0.36066 | 0.28966 | 0.26347 | 0.18169 | 0.37811 | 0.30905 | 0.75987 |
KNNW | 3 | 0.27869 | 0.19859 | 0.27149 | 0.19060 | 0.31855 | 0.24288 | 0.73871 |
KNNW | 93 | 0.34973 | 0.27752 | 0.25798 | 0.17559 | 0.37340 | 0.30382 | 0.75177 |
KNNW | 97 | 0.35519 | 0.28359 | 0.25832 | 0.17596 | 0.37340 | 0.30382 | 0.75205 |
KNNW | 100 | 0.35519 | 0.28359 | 0.25859 | 0.17626 | 0.37313 | 0.30352 | 0.75245 |
LOF | 11 | 0.28962 | 0.21073 | 0.25967 | 0.17746 | 0.30735 | 0.23044 | 0.70709 |
LOF | 85 | 0.30055 | 0.22288 | 0.24873 | 0.16531 | 0.38492 | 0.31662 | 0.76481 |
LOF | 97 | 0.29508 | 0.21681 | 0.25262 | 0.16963 | 0.38912 | 0.32129 | 0.77285 |
LOF | 100 | 0.30055 | 0.22288 | 0.25371 | 0.17084 | 0.38612 | 0.31795 | 0.77426 |
SimplifiedLOF | 13 | 0.30055 | 0.22288 | 0.27321 | 0.19250 | 0.32471 | 0.24972 | 0.69112 |
SimplifiedLOF | 18 | 0.32240 | 0.24716 | 0.26125 | 0.17921 | 0.32329 | 0.24814 | 0.70069 |
SimplifiedLOF | 92 | 0.29508 | 0.21681 | 0.24042 | 0.15607 | 0.36111 | 0.29017 | 0.73733 |
SimplifiedLOF | 99 | 0.28415 | 0.20466 | 0.23966 | 0.15523 | 0.36462 | 0.29407 | 0.73661 |
LoOP | 10 | 0.30601 | 0.22895 | 0.23689 | 0.15215 | 0.30978 | 0.23314 | 0.65893 |
LoOP | 13 | 0.28962 | 0.21073 | 0.25078 | 0.16758 | 0.32527 | 0.25035 | 0.67715 |
LoOP | 91 | 0.27869 | 0.19859 | 0.23958 | 0.15514 | 0.35391 | 0.28217 | 0.72670 |
LoOP | 96 | 0.27869 | 0.19859 | 0.23848 | 0.15391 | 0.35622 | 0.28474 | 0.72529 |
LDOF | 26 | 0.32240 | 0.24716 | 0.22709 | 0.14126 | 0.33048 | 0.25614 | 0.65262 |
LDOF | 92 | 0.27322 | 0.19252 | 0.24008 | 0.15570 | 0.35826 | 0.28700 | 0.72622 |
LDOF | 95 | 0.26776 | 0.18645 | 0.23914 | 0.15465 | 0.36201 | 0.29116 | 0.72639 |
LDOF | 100 | 0.26230 | 0.18038 | 0.23975 | 0.15533 | 0.35616 | 0.28467 | 0.72802 |
ODIN | 66 | 0.32058 | 0.24514 | 0.24451 | 0.16062 | 0.34173 | 0.26863 | 0.70590 |
ODIN | 96 | 0.29820 | 0.22027 | 0.25543 | 0.17275 | 0.37255 | 0.30287 | 0.72787 |
ODIN | 99 | 0.29850 | 0.22060 | 0.25521 | 0.17251 | 0.37475 | 0.30532 | 0.72959 |
ODIN | 100 | 0.29508 | 0.21681 | 0.25462 | 0.17185 | 0.37143 | 0.30163 | 0.73026 |
FastABOD | 5 | 0.25137 | 0.16824 | 0.25009 | 0.16682 | 0.30526 | 0.22812 | 0.71869 |
FastABOD | 39 | 0.28415 | 0.20466 | 0.24620 | 0.16249 | 0.30981 | 0.23317 | 0.72958 |
FastABOD | 100 | 0.27869 | 0.19859 | 0.24938 | 0.16603 | 0.33106 | 0.25678 | 0.73731 |
KDEOS | 94 | 0.18033 | 0.08931 | 0.18107 | 0.09013 | 0.27532 | 0.19485 | 0.68686 |
KDEOS | 97 | 0.18579 | 0.09538 | 0.18663 | 0.09632 | 0.27418 | 0.19358 | 0.68925 |
KDEOS | 98 | 0.19126 | 0.10145 | 0.18609 | 0.09571 | 0.27285 | 0.19211 | 0.68914 |
KDEOS | 100 | 0.19126 | 0.10145 | 0.18642 | 0.09608 | 0.27500 | 0.19449 | 0.69083 |
LDF | 9 | 0.30055 | 0.22288 | 0.30632 | 0.22930 | 0.34363 | 0.27074 | 0.72389 |
LDF | 33 | 0.31148 | 0.23502 | 0.23135 | 0.14599 | 0.37281 | 0.30316 | 0.71330 |
LDF | 99 | 0.33880 | 0.26538 | 0.27387 | 0.19324 | 0.36935 | 0.29932 | 0.80014 |
LDF | 100 | 0.33880 | 0.26538 | 0.27398 | 0.19336 | 0.37126 | 0.30144 | 0.80043 |
INFLO | 10 | 0.29508 | 0.21681 | 0.23907 | 0.15458 | 0.31718 | 0.24136 | 0.66587 |
INFLO | 13 | 0.31148 | 0.23502 | 0.23193 | 0.14665 | 0.31233 | 0.23597 | 0.65625 |
INFLO | 70 | 0.26776 | 0.18645 | 0.23423 | 0.14920 | 0.35563 | 0.28408 | 0.73548 |
INFLO | 74 | 0.26230 | 0.18038 | 0.23652 | 0.15174 | 0.35216 | 0.28022 | 0.74396 |
COF | 41 | 0.27869 | 0.19859 | 0.24684 | 0.16321 | 0.35209 | 0.28014 | 0.70053 |
COF | 45 | 0.28415 | 0.20466 | 0.24930 | 0.16594 | 0.37006 | 0.30011 | 0.70020 |
COF | 46 | 0.27869 | 0.19859 | 0.25226 | 0.16923 | 0.36726 | 0.29699 | 0.69659 |
COF | 72 | 0.31694 | 0.24109 | 0.22921 | 0.14362 | 0.34125 | 0.26810 | 0.68256 |
Plots
Not normalized, duplicates
This version contains 21 attributes, 1838 objects, 183 outliers (9.96%)
Download raw algorithm results (15.9 MB) Download raw algorithm evaluation table (71.7 kB)
Best Parameters
The following table contains the best
(overall and per-method)
results for each method and evaluation measure (when the same score was achieved twice, only the smallest k is given).
The Maximum F1-Measure is complimentary in addition to the measures in the original publication.
Algorithm | k | P@n | Adj. P@n | AP | Adj. AP | Max-F1 | Adj. MF1 | ROC AUC |
---|---|---|---|---|---|---|---|---|
KNN | 57 | 0.34426 | 0.27175 | 0.24164 | 0.15778 | 0.34521 | 0.27280 | 0.74984 |
KNN | 100 | 0.33333 | 0.25962 | 0.24815 | 0.16502 | 0.35696 | 0.28585 | 0.76017 |
KNNW | 3 | 0.27322 | 0.19286 | 0.25051 | 0.16764 | 0.33333 | 0.25962 | 0.73764 |
KNNW | 10 | 0.25683 | 0.17466 | 0.23580 | 0.15130 | 0.33531 | 0.26181 | 0.72985 |
KNNW | 83 | 0.31694 | 0.24141 | 0.23708 | 0.15272 | 0.32653 | 0.25206 | 0.75020 |
KNNW | 100 | 0.31694 | 0.24141 | 0.23877 | 0.15460 | 0.33028 | 0.25622 | 0.75236 |
LOF | 11 | 0.27869 | 0.19893 | 0.25980 | 0.17796 | 0.32420 | 0.24948 | 0.70397 |
LOF | 92 | 0.27869 | 0.19893 | 0.24624 | 0.16290 | 0.36741 | 0.29746 | 0.78015 |
LOF | 99 | 0.30055 | 0.22321 | 0.24913 | 0.16610 | 0.36672 | 0.29669 | 0.78354 |
LOF | 100 | 0.29508 | 0.21714 | 0.24947 | 0.16648 | 0.36641 | 0.29635 | 0.78390 |
SimplifiedLOF | 16 | 0.28962 | 0.21107 | 0.25993 | 0.17810 | 0.31579 | 0.24013 | 0.70753 |
SimplifiedLOF | 17 | 0.30055 | 0.22321 | 0.25960 | 0.17773 | 0.31349 | 0.23758 | 0.70999 |
SimplifiedLOF | 99 | 0.27869 | 0.19893 | 0.23189 | 0.14696 | 0.34686 | 0.27464 | 0.74975 |
SimplifiedLOF | 100 | 0.27869 | 0.19893 | 0.23185 | 0.14691 | 0.34686 | 0.27464 | 0.74991 |
LoOP | 15 | 0.28415 | 0.20500 | 0.24232 | 0.15854 | 0.30102 | 0.22373 | 0.69167 |
LoOP | 23 | 0.28962 | 0.21107 | 0.22152 | 0.13544 | 0.31169 | 0.23558 | 0.69598 |
LoOP | 90 | 0.27869 | 0.19893 | 0.23262 | 0.14777 | 0.34343 | 0.27084 | 0.73561 |
LoOP | 91 | 0.27322 | 0.19286 | 0.23339 | 0.14862 | 0.34263 | 0.26994 | 0.73765 |
LDOF | 25 | 0.31148 | 0.23534 | 0.21901 | 0.13265 | 0.31319 | 0.23724 | 0.65424 |
LDOF | 97 | 0.25683 | 0.17466 | 0.22977 | 0.14460 | 0.33880 | 0.26569 | 0.74068 |
LDOF | 98 | 0.25137 | 0.16859 | 0.22996 | 0.14481 | 0.33874 | 0.26562 | 0.74095 |
LDOF | 99 | 0.25683 | 0.17466 | 0.23027 | 0.14516 | 0.33880 | 0.26569 | 0.74029 |
ODIN | 77 | 0.31512 | 0.23939 | 0.25316 | 0.17058 | 0.34622 | 0.27393 | 0.73193 |
ODIN | 86 | 0.30905 | 0.23265 | 0.25987 | 0.17803 | 0.35756 | 0.28653 | 0.73604 |
ODIN | 100 | 0.30289 | 0.22581 | 0.26434 | 0.18299 | 0.35319 | 0.28167 | 0.74317 |
FastABOD | 4 | 0.26776 | 0.18679 | 0.22977 | 0.14460 | 0.29924 | 0.22175 | 0.72132 |
FastABOD | 5 | 0.26230 | 0.18072 | 0.23928 | 0.15516 | 0.31061 | 0.23438 | 0.72428 |
FastABOD | 100 | 0.26776 | 0.18679 | 0.21993 | 0.13367 | 0.29866 | 0.22111 | 0.72932 |
KDEOS | 74 | 0.18579 | 0.09576 | 0.19470 | 0.10566 | 0.28409 | 0.20493 | 0.70487 |
KDEOS | 98 | 0.19126 | 0.10183 | 0.19389 | 0.10475 | 0.29419 | 0.21615 | 0.71443 |
KDEOS | 99 | 0.20219 | 0.11397 | 0.19329 | 0.10409 | 0.29412 | 0.21607 | 0.71451 |
LDF | 9 | 0.32240 | 0.24748 | 0.28593 | 0.20697 | 0.34536 | 0.27297 | 0.70353 |
LDF | 93 | 0.33880 | 0.26569 | 0.26586 | 0.18468 | 0.36794 | 0.29805 | 0.79420 |
LDF | 99 | 0.32787 | 0.25355 | 0.27128 | 0.19070 | 0.37431 | 0.30513 | 0.80012 |
LDF | 100 | 0.33333 | 0.25962 | 0.27163 | 0.19109 | 0.37251 | 0.30313 | 0.80019 |
INFLO | 82 | 0.29508 | 0.21714 | 0.23304 | 0.14823 | 0.35452 | 0.28314 | 0.73709 |
INFLO | 93 | 0.31148 | 0.23534 | 0.23867 | 0.15448 | 0.34899 | 0.27701 | 0.75061 |
INFLO | 94 | 0.30601 | 0.22927 | 0.23914 | 0.15500 | 0.34942 | 0.27748 | 0.75373 |
COF | 18 | 0.26776 | 0.18679 | 0.22167 | 0.13561 | 0.30284 | 0.22575 | 0.69730 |
COF | 42 | 0.29508 | 0.21714 | 0.24901 | 0.16597 | 0.32671 | 0.25226 | 0.67610 |
COF | 82 | 0.31694 | 0.24141 | 0.21814 | 0.13168 | 0.33663 | 0.26328 | 0.65555 |
COF | 97 | 0.32787 | 0.25355 | 0.21715 | 0.13058 | 0.32891 | 0.25471 | 0.66348 |